Global Commodity Prices - Monthly Data (1960-2022)

Dataset statistics

Number of variables	12
Number of observations	756
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	76.8 KiB
Average record size in memory	104.0 B

Variable types

Numeric	12

Alerts

`oil_brent` is highly overall correlated with `oil_dubai` and 8 other fields	High correlation
`oil_dubai` is highly overall correlated with `oil_brent` and 8 other fields	High correlation
`coffee_arabica` is highly overall correlated with `oil_brent` and 8 other fields	High correlation
`coffee_robustas` is highly overall correlated with `coffee_arabica` and 2 other fields	High correlation
`tea_columbo` is highly overall correlated with `oil_brent` and 7 other fields	High correlation
`tea_kolkata` is highly overall correlated with `oil_brent` and 8 other fields	High correlation
`tea_mombasa` is highly overall correlated with `oil_brent` and 8 other fields	High correlation
`sugar_eu` is highly overall correlated with `oil_brent` and 2 other fields	High correlation
`sugar_us` is highly overall correlated with `oil_brent` and 7 other fields	High correlation
`sugar_world` is highly overall correlated with `oil_brent` and 7 other fields	High correlation
`Year` is highly overall correlated with `oil_brent` and 8 other fields	High correlation

Reproduction

Analysis started	2023-12-07 23:01:20.182776
Analysis finished	2023-12-07 23:02:17.540820
Duration	57.36 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

oil_brent
Real number (ℝ)

Distinct	528
Distinct (%)	69.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.724944

Minimum	1.21
Maximum	133.87304
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 KiB

Quantile statistics

Minimum	1.21
5-th percentile	1.33
Q1	10.564999
median	20.48913
Q3	47.1575
95-th percentile	108.25964
Maximum	133.87304
Range	132.66304
Interquartile range (IQR)	36.592501

Descriptive statistics

Standard deviation	31.885368
Coefficient of variation (CV)	0.97434447
Kurtosis	0.59426373
Mean	32.724944
Median Absolute Deviation (MAD)	18.40913
Skewness	1.203709
Sum	24740.058
Variance	1016.6767
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.630000114	12	1.6%
1.36	12	1.6%
1.57	12	1.6%
1.21	12	1.6%
1.32	12	1.6%
1.33	12	1.6%
1.27	12	1.6%
1.42	12	1.6%
1.45	12	1.6%
1.5	12	1.6%
Other values (518)	636	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.21	12	1.6%
1.27	12	1.6%
1.32	12	1.6%
1.33	12	1.6%
1.36	12	1.6%
1.42	12	1.6%
1.45	12	1.6%
1.5	12	1.6%
1.52	12	1.6%
1.57	12	1.6%

Value	Count	Frequency (%)
133.8730435	1	0.1%
133.0485714	1	0.1%
124.9286364	1	0.1%
123.9361905	1	0.1%
123.07	1	0.1%
120.4635	1	0.1%
120.08	1	0.1%
119.702381	1	0.1%
116.5195	1	0.1%
116.46	1	0.1%

oil_dubai
Real number (ℝ)

Distinct	524
Distinct (%)	69.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.23813

Minimum	1.21
Maximum	131.22478
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 KiB

Quantile statistics

Minimum	1.21
5-th percentile	1.33
Q1	10.4525
median	18.55
Q3	45.576023
95-th percentile	104.96917
Maximum	131.22478
Range	130.01478
Interquartile range (IQR)	35.123523

Descriptive statistics

Standard deviation	30.936611
Coefficient of variation (CV)	0.99034774
Kurtosis	0.62002136
Mean	31.23813
Median Absolute Deviation (MAD)	16.68
Skewness	1.2311269
Sum	23616.026
Variance	957.07392
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.630000114	12	1.6%
1.57	12	1.6%
1.52	12	1.6%
1.5	12	1.6%
1.45	12	1.6%
1.42	12	1.6%
1.36	12	1.6%
1.33	12	1.6%
1.32	12	1.6%
1.27	12	1.6%
Other values (514)	636	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.21	12	1.6%
1.27	12	1.6%
1.32	12	1.6%
1.33	12	1.6%
1.36	12	1.6%
1.42	12	1.6%
1.45	12	1.6%
1.5	12	1.6%
1.52	12	1.6%
1.57	12	1.6%

Value	Count	Frequency (%)
131.2247826	1	0.1%
127.587619	1	0.1%
122.2759091	1	0.1%
118.9486364	1	0.1%
117.25	1	0.1%
116.1461905	1	0.1%
115.73	1	0.1%
115.7	1	0.1%
113.2109524	1	0.1%
113.11	1	0.1%

coffee_arabica
Real number (ℝ)

Distinct	733
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5765548

Minimum	0.7776
Maximum	7.0036
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 KiB

Quantile statistics

Minimum	0.7776
5-th percentile	0.854325
Q1	1.351625
median	2.6977944
Q3	3.31295
95-th percentile	4.97505
Maximum	7.0036
Range	6.226
Interquartile range (IQR)	1.961325

Descriptive statistics

Standard deviation	1.3424536
Coefficient of variation (CV)	0.52102659
Kurtosis	-0.10152662
Mean	2.5765548
Median Absolute Deviation (MAD)	1.03925
Skewness	0.59039769
Sum	1947.8754
Variance	1.8021816
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8891	3	0.4%
2.9427	2	0.3%
0.8929	2	0.3%
2.976898386	2	0.3%
0.8267	2	0.3%
3.10630958	2	0.3%
0.9026	2	0.3%
0.8109	2	0.3%
0.8047	2	0.3%
0.8256	2	0.3%
Other values (723)	735	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.7776	1	0.1%
0.795	1	0.1%
0.797	1	0.1%
0.7992	1	0.1%
0.7998	1	0.1%
0.802	1	0.1%
0.8031	1	0.1%
0.8042	1	0.1%
0.8047	2	0.3%
0.8064	1	0.1%

Value	Count	Frequency (%)
7.0036	1	0.1%
6.7058	1	0.1%
6.616505544	1	0.1%
6.439033634	1	0.1%
6.417428358	1	0.1%
6.346880518	1	0.1%
6.2889	1	0.1%
6.169188146	1	0.1%
6.062264076	1	0.1%
6.060059456	1	0.1%

coffee_robustas
Real number (ℝ)

Distinct	715
Distinct (%)	94.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7274784

Minimum	0.4872098
Maximum	6.883547
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 KiB

Quantile statistics

Minimum	0.4872098
5-th percentile	0.66390605
Q1	0.92305308
median	1.6321718
Q3	2.2822
95-th percentile	3.4715457
Maximum	6.883547
Range	6.3963372
Interquartile range (IQR)	1.3591469

Descriptive statistics

Standard deviation	0.94074785
Coefficient of variation (CV)	0.54457866
Kurtosis	2.5466008
Mean	1.7274784
Median Absolute Deviation (MAD)	0.69015937
Skewness	1.1896824
Sum	1305.9736
Variance	0.88500652
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6684254	5	0.7%
0.6723936	4	0.5%
0.6968643	3	0.4%
0.6765823	3	0.4%
0.9298873	3	0.4%
0.6117679	3	0.4%
0.6157362	3	0.4%
0.9400282	3	0.4%
2.041257658	2	0.3%
0.6887074	2	0.3%
Other values (705)	725	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.4872098	1	0.1%
0.5029	1	0.1%
0.5124	1	0.1%
0.5221	1	0.1%
0.5351	1	0.1%
0.5368	1	0.1%
0.5373	1	0.1%
0.5469536	1	0.1%
0.5692	1	0.1%
0.5798017	1	0.1%

Value	Count	Frequency (%)
6.883547	1	0.1%
6.747966	1	0.1%
5.942636	1	0.1%
5.431397	1	0.1%
4.938676	1	0.1%
4.767601	1	0.1%
4.496439	1	0.1%
4.482551	1	0.1%
4.442207	1	0.1%
4.331758	1	0.1%

tea_columbo
Real number (ℝ)

Distinct	608
Distinct (%)	80.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7779616

Minimum	0.4341979
Maximum	4.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 KiB

Quantile statistics

Minimum	0.4341979
5-th percentile	0.635353
Q1	0.8925009
median	1.5040005
Q3	2.5152043
95-th percentile	3.6025
Maximum	4.49
Range	4.0558021
Interquartile range (IQR)	1.6227034

Descriptive statistics

Standard deviation	1.0086791
Coefficient of variation (CV)	0.56732334
Kurtosis	-0.66875673
Mean	1.7779616
Median Absolute Deviation (MAD)	0.6576996
Skewness	0.74423496
Sum	1344.139
Variance	1.0174335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.9303009	12	1.6%
0.8610009	12	1.6%
0.8148008	12	1.6%
0.8190008	12	1.6%
0.8463009	12	1.6%
0.7602008	12	1.6%
0.6770413	12	1.6%
0.5964011	12	1.6%
0.6266412	12	1.6%
0.8925009	12	1.6%
Other values (598)	636	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.4341979	1	0.1%
0.5221966	1	0.1%
0.5455723	1	0.1%
0.5837871	1	0.1%
0.5846411	1	0.1%
0.5964011	12	1.6%
0.6023916	1	0.1%
0.6031651	1	0.1%
0.6047198	1	0.1%
0.617284	1	0.1%

Value	Count	Frequency (%)
4.49	1	0.1%
4.27	1	0.1%
4.21	1	0.1%
4.19	1	0.1%
4.16	1	0.1%
4.135620511	1	0.1%
4.13	1	0.1%
4.11	2	0.3%
4.1	1	0.1%
4.09	1	0.1%

tea_kolkata
Real number (ℝ)

Distinct	634
Distinct (%)	83.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8703082

Minimum	0.6647995
Maximum	4.0730112
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 KiB

Quantile statistics

Minimum	0.6647995
5-th percentile	0.7986667
Q1	1.2973687
median	1.8506122
Q3	2.3768987
95-th percentile	3.0886475
Maximum	4.0730112
Range	3.4082117
Interquartile range (IQR)	1.07953

Descriptive statistics

Standard deviation	0.69786695
Coefficient of variation (CV)	0.3731294
Kurtosis	-0.55790982
Mean	1.8703082
Median Absolute Deviation (MAD)	0.53728308
Skewness	0.26941242
Sum	1413.953
Variance	0.48701829
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.121401	12	1.6%
0.7986667	12	1.6%
0.978601	12	1.6%
0.9906667	12	1.6%
0.7333334	12	1.6%
0.8626667	12	1.6%
1.142401	12	1.6%
1.039501	12	1.6%
1.083601	12	1.6%
1.104601	12	1.6%
Other values (624)	636	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.6647995	1	0.1%
0.6855978	1	0.1%
0.7084	1	0.1%
0.7098448	1	0.1%
0.7105354	1	0.1%
0.7253865	1	0.1%
0.7323374	1	0.1%
0.7333334	12	1.6%
0.7353197	1	0.1%
0.7530807	1	0.1%

Value	Count	Frequency (%)
4.073011154	1	0.1%
3.990422346	1	0.1%
3.957038	1	0.1%
3.856839612	1	0.1%
3.550720905	1	0.1%
3.538153514	1	0.1%
3.504758045	1	0.1%
3.469254	1	0.1%
3.412294528	1	0.1%
3.351542111	1	0.1%

tea_mombasa
Real number (ℝ)

Distinct	531
Distinct (%)	70.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6712216

Minimum	0.7195997
Maximum	3.3925
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 KiB

Quantile statistics

Minimum	0.7195997
5-th percentile	0.8357997
Q1	1.1368
median	1.5982575
Q3	2.0838297
95-th percentile	2.874375
Maximum	3.3925
Range	2.6729003
Interquartile range (IQR)	0.94702967

Descriptive statistics

Standard deviation	0.61535745
Coefficient of variation (CV)	0.36820818
Kurtosis	-0.47147177
Mean	1.6712216
Median Absolute Deviation (MAD)	0.4614575
Skewness	0.53555512
Sum	1263.4435
Variance	0.37866479
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.0374	12	1.6%
0.8357997	12	1.6%
0.9841996	12	1.6%
1.1368	12	1.6%
0.8105997	12	1.6%
0.8875996	12	1.6%
0.7195997	12	1.6%
0.9015996	12	1.6%
0.9911996	12	1.6%
0.9141996	12	1.6%
Other values (521)	636	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.7195997	12	1.6%
0.8105997	12	1.6%
0.8203997	5	0.7%
0.8357997	12	1.6%
0.8492754	7	0.9%
0.8875996	12	1.6%
0.9015996	12	1.6%
0.9141996	12	1.6%
0.9225996	12	1.6%
0.9533996	12	1.6%

Value	Count	Frequency (%)
3.3925	1	0.1%
3.268	1	0.1%
3.24	1	0.1%
3.17	1	0.1%
3.1375	1	0.1%
3.1025	1	0.1%
3.0925	1	0.1%
3.0825	1	0.1%
3.077708	1	0.1%
3.076666667	1	0.1%

sugar_eu
Real number (ℝ)

Distinct	592
Distinct (%)	78.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4051577

Minimum	0.11221516
Maximum	0.78317064
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 KiB

Quantile statistics

Minimum	0.11221516
5-th percentile	0.11221516
Q1	0.29811974
median	0.40234315
Q3	0.56951938
95-th percentile	0.6808
Maximum	0.78317064
Range	0.67095548
Interquartile range (IQR)	0.27139964

Descriptive statistics

Standard deviation	0.18774134
Coefficient of variation (CV)	0.46337844
Kurtosis	-1.0493253
Mean	0.4051577
Median Absolute Deviation (MAD)	0.14906998
Skewness	-0.16765975
Sum	306.29922
Variance	0.035246812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.112215158	43	5.7%
0.12676565	23	3.0%
0.12456103	13	1.7%
0.12235641	12	1.6%
0.129411194	12	1.6%
0.124340568	12	1.6%
0.130954428	12	1.6%
0.126324726	12	1.6%
0.295639542	4	0.5%
0.40234315	3	0.4%
Other values (582)	610	80.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.112215158	43	5.7%
0.113758392	1	0.1%
0.115522088	1	0.1%
0.116403936	1	0.1%
0.116624398	1	0.1%
0.118167632	1	0.1%
0.12235641	12	1.6%
0.124340568	12	1.6%
0.12456103	13	1.7%
0.126324726	12	1.6%

Value	Count	Frequency (%)
0.78317064	1	0.1%
0.7822045029	1	0.1%
0.77287176	1	0.1%
0.7726612114	1	0.1%
0.7714	1	0.1%
0.7439769257	1	0.1%
0.7326995657	1	0.1%
0.7311857236	1	0.1%
0.7293000343	1	0.1%
0.7239194259	1	0.1%

sugar_us
Real number (ℝ)

Distinct	595
Distinct (%)	78.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.43246218

Minimum	0.11684486
Maximum	1.2632473
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 KiB

Quantile statistics

Minimum	0.11684486
5-th percentile	0.13007258
Q1	0.2976237
median	0.4711192
Q3	0.51218834
95-th percentile	0.78043548
Maximum	1.2632473
Range	1.1464024
Interquartile range (IQR)	0.21456464

Descriptive statistics

Standard deviation	0.18858876
Coefficient of variation (CV)	0.43608151
Kurtosis	0.11824936
Mean	0.43246218
Median Absolute Deviation (MAD)	0.081319197
Skewness	0.10340297
Sum	326.94141
Variance	0.035565721
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.12786796	14	1.9%
0.14991416	9	1.2%
0.12345872	8	1.1%
0.13007258	8	1.1%
0.13889106	8	1.1%
0.1543234	7	0.9%
0.15873264	7	0.9%
0.1322772	7	0.9%
0.13668644	7	0.9%
0.14770954	7	0.9%
Other values (585)	674	89.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.11684486	1	0.1%
0.11904948	1	0.1%
0.1212541	4	0.5%
0.12345872	8	1.1%
0.12566334	4	0.5%
0.12786796	14	1.9%
0.13007258	8	1.1%
0.1322772	7	0.9%
0.13448182	3	0.4%
0.13668644	7	0.9%

Value	Count	Frequency (%)
1.26324726	1	0.1%
1.028234768	1	0.1%
0.91932654	1	0.1%
0.887405963	1	0.1%
0.8852599119	1	0.1%
0.88515493	1	0.1%
0.8802568395	1	0.1%
0.8750903604	1	0.1%
0.873911368	1	0.1%
0.867692019	1	0.1%

sugar_world
Real number (ℝ)

Distinct	694
Distinct (%)	91.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.24026341

Minimum	0.0287
Maximum	1.2377
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 KiB

Quantile statistics

Minimum	0.0287
5-th percentile	0.048275
Q1	0.13970468
median	0.21528546
Q3	0.309325
95-th percentile	0.51980635
Maximum	1.2377
Range	1.209
Interquartile range (IQR)	0.16962032

Descriptive statistics

Standard deviation	0.15194696
Coefficient of variation (CV)	0.63241824
Kurtosis	4.3226874
Mean	0.24026341
Median Absolute Deviation (MAD)	0.083338956
Skewness	1.4836942
Sum	181.63914
Variance	0.02308788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.037	4	0.5%
0.0666	3	0.4%
0.2641	3	0.4%
0.0805	3	0.4%
0.0626	3	0.4%
0.0337	2	0.3%
0.1788	2	0.3%
0.0452	2	0.3%
0.189376858	2	0.3%
0.1726	2	0.3%
Other values (684)	730	96.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0287	1	0.1%
0.0298	1	0.1%
0.0304	1	0.1%
0.0311	1	0.1%
0.0329	1	0.1%
0.0337	2	0.3%
0.0346	1	0.1%
0.0359	2	0.3%
0.0362	1	0.1%
0.037	4	0.5%

Value	Count	Frequency (%)
1.2377	1	0.1%
0.9894	1	0.1%
0.894	1	0.1%
0.8708	1	0.1%
0.8445	1	0.1%
0.833	1	0.1%
0.7649	1	0.1%
0.7529	1	0.1%
0.7491	1	0.1%
0.7028	1	0.1%

Month
Real number (ℝ)

Distinct	12
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3.75
median	6.5
Q3	9.25
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	5.5

Descriptive statistics

Standard deviation	3.4543379
Coefficient of variation (CV)	0.5314366
Kurtosis	-1.2168905
Mean	6.5
Median Absolute Deviation (MAD)	3
Skewness	0
Sum	4914
Variance	11.93245
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	63	8.3%
2	63	8.3%
3	63	8.3%
4	63	8.3%
5	63	8.3%
6	63	8.3%
7	63	8.3%
8	63	8.3%
9	63	8.3%
10	63	8.3%
Other values (2)	126	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	63	8.3%
2	63	8.3%
3	63	8.3%
4	63	8.3%
5	63	8.3%
6	63	8.3%
7	63	8.3%
8	63	8.3%
9	63	8.3%
10	63	8.3%

Value	Count	Frequency (%)
12	63	8.3%
11	63	8.3%
10	63	8.3%
9	63	8.3%
8	63	8.3%
7	63	8.3%
6	63	8.3%
5	63	8.3%
4	63	8.3%
3	63	8.3%

Year
Real number (ℝ)

Distinct	63
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1991

Minimum	1960
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	11.8 KiB

Quantile statistics

Minimum	1960
5-th percentile	1963
Q1	1975
median	1991
Q3	2007
95-th percentile	2019
Maximum	2022
Range	62
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	18.196281
Coefficient of variation (CV)	0.0091392671
Kurtosis	-1.2006046
Mean	1991
Median Absolute Deviation (MAD)	16
Skewness	0
Sum	1505196
Variance	331.10464
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1960	12	1.6%
2007	12	1.6%
1994	12	1.6%
1995	12	1.6%
1996	12	1.6%
1997	12	1.6%
1998	12	1.6%
1999	12	1.6%
2000	12	1.6%
2001	12	1.6%
Other values (53)	636	84.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1960	12	1.6%
1961	12	1.6%
1962	12	1.6%
1963	12	1.6%
1964	12	1.6%
1965	12	1.6%
1966	12	1.6%
1967	12	1.6%
1968	12	1.6%
1969	12	1.6%

Value	Count	Frequency (%)
2022	12	1.6%
2021	12	1.6%
2020	12	1.6%
2019	12	1.6%
2018	12	1.6%
2017	12	1.6%
2016	12	1.6%
2015	12	1.6%
2014	12	1.6%
2013	12	1.6%

Auto

Heatmap
Table

	oil_brent	oil_dubai	coffee_arabica	coffee_robustas	tea_columbo	tea_kolkata	tea_mombasa	sugar_eu	sugar_us	sugar_world	Month	Year
oil_brent	1.000	0.998	0.685	0.482	0.846	0.735	0.835	0.529	0.710	0.689	0.017	0.869
oil_dubai	0.998	1.000	0.693	0.494	0.846	0.735	0.839	0.520	0.712	0.689	0.020	0.868
coffee_arabica	0.685	0.693	1.000	0.860	0.641	0.732	0.774	0.347	0.642	0.616	-0.005	0.632
coffee_robustas	0.482	0.494	0.860	1.000	0.368	0.599	0.578	0.249	0.459	0.462	0.009	0.339
tea_columbo	0.846	0.846	0.641	0.368	1.000	0.758	0.855	0.491	0.752	0.612	0.001	0.899
tea_kolkata	0.735	0.735	0.732	0.599	0.758	1.000	0.788	0.415	0.711	0.566	0.108	0.682
tea_mombasa	0.835	0.839	0.774	0.578	0.855	0.788	1.000	0.401	0.694	0.601	-0.023	0.795
sugar_eu	0.529	0.520	0.347	0.249	0.491	0.415	0.401	1.000	0.485	0.379	0.001	0.571
sugar_us	0.710	0.712	0.642	0.459	0.752	0.711	0.694	0.485	1.000	0.777	0.013	0.781
sugar_world	0.689	0.689	0.616	0.462	0.612	0.566	0.601	0.379	0.777	1.000	-0.012	0.644
Month	0.017	0.020	-0.005	0.009	0.001	0.108	-0.023	0.001	0.013	-0.012	1.000	0.000
Year	0.869	0.868	0.632	0.339	0.899	0.682	0.795	0.571	0.781	0.644	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	oil_brent	oil_dubai	coffee_arabica	coffee_robustas	tea_columbo	tea_kolkata	tea_mombasa	sugar_eu	sugar_us	sugar_world	Month	Year
date
1960-01-01	1.63	1.63	0.9409	0.696864	0.930301	1.121401	1.0374	0.122356	0.116845	0.0666	1	1960
1960-02-01	1.63	1.63	0.9469	0.688707	0.930301	1.121401	1.0374	0.122356	0.119049	0.0679	2	1960
1960-03-01	1.63	1.63	0.9281	0.688707	0.930301	1.121401	1.0374	0.122356	0.121254	0.0683	3	1960
1960-04-01	1.63	1.63	0.9303	0.684519	0.930301	1.121401	1.0374	0.122356	0.123459	0.0681	4	1960
1960-05-01	1.63	1.63	0.9200	0.690692	0.930301	1.121401	1.0374	0.122356	0.121254	0.0683	5	1960
1960-06-01	1.63	1.63	0.9123	0.696864	0.930301	1.121401	1.0374	0.122356	0.125663	0.0666	6	1960
1960-07-01	1.63	1.63	0.9160	0.690692	0.930301	1.121401	1.0374	0.122356	0.132277	0.0728	7	1960
1960-08-01	1.63	1.63	0.9292	0.698848	0.930301	1.121401	1.0374	0.122356	0.127868	0.0741	8	1960
1960-09-01	1.63	1.63	0.9226	0.702817	0.930301	1.121401	1.0374	0.122356	0.132277	0.0725	9	1960
1960-10-01	1.63	1.63	0.9237	0.706785	0.930301	1.121401	1.0374	0.122356	0.130073	0.0538	10	1960

	oil_brent	oil_dubai	coffee_arabica	coffee_robustas	tea_columbo	tea_kolkata	tea_mombasa	sugar_eu	sugar_us	sugar_world	Month	Year
date
2022-03-01	115.59	113.11	5.698502	2.288836	3.350000	1.955946	2.535000	0.359836	0.800938	0.419980	3	2022
2022-04-01	105.78	102.68	5.854148	2.291041	4.090000	3.107004	2.525000	0.353469	0.813505	0.433428	4	2022
2022-05-01	112.37	108.32	5.741271	2.272963	3.710000	2.869083	2.376667	0.345468	0.802041	0.428799	5	2022
2022-06-01	120.08	115.73	6.033824	2.288616	3.510000	3.272832	2.110000	0.345305	0.793002	0.417775	6	2022
2022-07-01	108.92	106.48	5.639197	2.212116	4.010000	3.550721	2.365000	0.332601	0.767869	0.402784	7	2022
2022-08-01	98.60	97.75	5.917861	2.417366	4.210000	3.538154	2.360000	0.330773	0.782199	0.393525	8	2022
2022-09-01	90.16	90.63	5.897138	2.455065	4.490000	3.153198	2.360000	0.323621	0.770956	0.390659	9	2022
2022-10-01	93.13	90.59	5.292852	2.270979	4.135621	2.833112	2.457500	0.320943	0.762578	0.386911	10	2022
2022-11-01	91.07	86.28	4.715462	2.041258	3.831528	2.849979	2.490000	0.332993	0.792340	0.407414	11	2022
2022-12-01	80.90	76.78	4.629482	2.045446	3.994073	2.421516	2.386667	0.345729	0.805127	0.417335	12	2022

Overview

Variables

Interactions

Correlations

Missing values

Sample